{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Probabilistic RNN\n",
    "In this notebook, we show an example of how a probabilistic RNN can be used with darts.\n",
    "This type of RNN was inspired by, and is almost identical to DeepAR: https://arxiv.org/abs/1704.04110"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import shutil\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "\n",
    "from tensorboardX import SummaryWriter\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from darts import TimeSeries\n",
    "from darts.utils.callbacks import TFMProgressBar\n",
    "from darts.dataprocessing.transformers import Scaler\n",
    "from darts.models import RNNModel, ExponentialSmoothing, BlockRNNModel\n",
    "from darts.metrics import mape\n",
    "from darts.utils.statistics import check_seasonality, plot_acf\n",
    "import darts.utils.timeseries_generation as tg\n",
    "from darts.datasets import AirPassengersDataset, EnergyDataset\n",
    "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n",
    "from darts.utils.missing_values import fill_missing_values\n",
    "from darts.utils.likelihood_models import GaussianLikelihood\n",
    "from darts.timeseries import concatenate\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import logging\n",
    "\n",
    "logging.disable(logging.CRITICAL)\n",
    "\n",
    "\n",
    "def generate_torch_kwargs():\n",
    "    # run torch models on CPU, and disable progress bars for all model stages except training.\n",
    "    return {\n",
    "        \"pl_trainer_kwargs\": {\n",
    "            \"accelerator\": \"cpu\",\n",
    "            \"callbacks\": [TFMProgressBar(enable_train_bar_only=True)],\n",
    "        }\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variable noise series\n",
    "As a toy example we create a target time series that is created by taking the some of a sine wave and a gaussian noise series. To make things interesting, the intensity of the gaussian noise is also modulated by a sine wave (with a different frequency). This means that the effect of the noise gets stronger and weaker in an oscillating fashion. The idea is to test whether a probabilistic RNN can model this oscillating uncertainty in its predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "length = 400\n",
    "trend = tg.linear_timeseries(length=length, end_value=4)\n",
    "season1 = tg.sine_timeseries(length=length, value_frequency=0.05, value_amplitude=1.0)\n",
    "noise = tg.gaussian_timeseries(length=length, std=0.6)\n",
    "noise_modulator = (\n",
    "    tg.sine_timeseries(length=length, value_frequency=0.02)\n",
    "    + tg.constant_timeseries(length=length, value=1)\n",
    ") / 2\n",
    "noise = noise * noise_modulator\n",
    "\n",
    "target_series = sum([noise, season1])\n",
    "covariates = noise_modulator\n",
    "target_train, target_val = target_series.split_after(0.65)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_train.plot()\n",
    "target_val.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following we train a probabilistic RNN to predict the targets series in an autoregressive fashion, but also by taking into consideration the modulation of the noise component as a covariate which is known in the future. So the RNN has information on when the noise component of the target is severe, but it doesn't know the noise component itself. Let's see if the RNN can make use of this information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8d4415eb84b9406d94ef3aaadbea05eb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "RNNModel(model=LSTM, hidden_dim=20, n_rnn_layers=1, dropout=0, training_length=50, batch_size=16, n_epochs=50, optimizer_kwargs={'lr': 0.001}, random_state=0, input_chunk_length=20, likelihood=GaussianLikelihood(prior_mu=None, prior_sigma=None, prior_strength=1.0, beta_nll=0.0), pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': [<darts.utils.callbacks.TFMProgressBar object at 0x2b3386350>]})"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_model = RNNModel(\n",
    "    model=\"LSTM\",\n",
    "    hidden_dim=20,\n",
    "    dropout=0,\n",
    "    batch_size=16,\n",
    "    n_epochs=50,\n",
    "    optimizer_kwargs={\"lr\": 1e-3},\n",
    "    random_state=0,\n",
    "    training_length=50,\n",
    "    input_chunk_length=20,\n",
    "    likelihood=GaussianLikelihood(),\n",
    "    **generate_torch_kwargs(),\n",
    ")\n",
    "\n",
    "my_model.fit(target_train, future_covariates=covariates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = my_model.predict(80, num_samples=50)\n",
    "target_val.slice_intersect(pred).plot(label=\"target\")\n",
    "pred.plot(label=\"prediction\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that, on top of correctly predicting the, granted, simple oscillatory behavior of the target, the RNN correctly expresses more uncertainty in its predictions when the noise component is higher."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Daily energy production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3 = EnergyDataset().load().pd_dataframe()\n",
    "df3_day_avg = (\n",
    "    df3.groupby(df3.index.astype(str).str.split(\" \").str[0]).mean().reset_index()\n",
    ")\n",
    "series_en = fill_missing_values(\n",
    "    TimeSeries.from_dataframe(\n",
    "        df3_day_avg, \"time\", [\"generation hydro run-of-river and poundage\"]\n",
    "    ),\n",
    "    \"auto\",\n",
    ")\n",
    "\n",
    "# convert to float32\n",
    "series_en = series_en.astype(np.float32)\n",
    "\n",
    "# create train and test splits\n",
    "train_en, val_en = series_en.split_after(pd.Timestamp(\"20170901\"))\n",
    "\n",
    "# scale\n",
    "scaler_en = Scaler()\n",
    "train_en_transformed = scaler_en.fit_transform(train_en)\n",
    "val_en_transformed = scaler_en.transform(val_en)\n",
    "series_en_transformed = scaler_en.transform(series_en)\n",
    "\n",
    "# add the day as a covariate (no scaling required as the day is one-hot-encoded)\n",
    "day_series = datetime_attribute_timeseries(\n",
    "    series_en, attribute=\"day\", one_hot=True, dtype=np.float32\n",
    ")\n",
    "\n",
    "plt.figure(figsize=(10, 3))\n",
    "train_en_transformed.plot(label=\"train\")\n",
    "val_en_transformed.plot(label=\"validation\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = \"LSTM_test\"\n",
    "model_en = RNNModel(\n",
    "    model=\"LSTM\",\n",
    "    hidden_dim=20,\n",
    "    n_rnn_layers=2,\n",
    "    dropout=0.2,\n",
    "    batch_size=16,\n",
    "    n_epochs=10,\n",
    "    optimizer_kwargs={\"lr\": 1e-3},\n",
    "    random_state=0,\n",
    "    training_length=300,\n",
    "    input_chunk_length=300,\n",
    "    likelihood=GaussianLikelihood(),\n",
    "    model_name=model_name,\n",
    "    save_checkpoints=True,  # store the latest and best performing epochs\n",
    "    force_reset=True,\n",
    "    **generate_torch_kwargs(),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "19355b24d5154cc0a62362346dcb6c40",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "RNNModel(model=LSTM, hidden_dim=20, n_rnn_layers=2, dropout=0.2, training_length=300, batch_size=16, n_epochs=10, optimizer_kwargs={'lr': 0.001}, random_state=0, input_chunk_length=300, likelihood=GaussianLikelihood(prior_mu=None, prior_sigma=None, prior_strength=1.0, beta_nll=0.0), model_name=LSTM_test, save_checkpoints=True, force_reset=True, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': [<darts.utils.callbacks.TFMProgressBar object at 0x2c1c97a00>]})"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_en.fit(\n",
    "    series=train_en_transformed,\n",
    "    future_covariates=day_series,\n",
    "    val_series=val_en_transformed,\n",
    "    val_future_covariates=day_series,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load the model at the best performing state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_en = RNNModel.load_from_checkpoint(model_name=model_name, best=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we perform historical forecasts:\n",
    "- we start predictions at the beginning of the validation series (`start=val_en_transformed.start_time()`)\n",
    "- each prediction will have length `forecast_horizon=30`.\n",
    "- the next prediction will start `stride=30` points ahead\n",
    "- we keep all predicted values from each forecast (`last_points_only=False`) \n",
    "- continue until we run out of input data\n",
    "\n",
    "In the end we concatenate the historical forecasts to get a single continuous (on time axis) time series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4dad0c392b7d4c7c93ba7ebb06c266e7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/16 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "backtest_en = model_en.historical_forecasts(\n",
    "    series=series_en_transformed,\n",
    "    future_covariates=day_series,\n",
    "    start=val_en_transformed.start_time(),\n",
    "    num_samples=500,\n",
    "    forecast_horizon=30,\n",
    "    stride=30,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    "    last_points_only=False,\n",
    ")\n",
    "backtest_en = concatenate(backtest_en, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2c0581de0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "val_en_transformed.plot(label=\"actual\")\n",
    "backtest_en.plot(label=\"backtest q0.01 - q0.99\", low_quantile=0.01, high_quantile=0.99)\n",
    "backtest_en.plot(label=\"backtest q0.05 - q0.95\", low_quantile=0.05, high_quantile=0.95)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
